Author

Congrong Li

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Conference Open access Sep 2026

Latents-Inv:Robust Semantic Watermark via Dual-Path Mutual Information Redundancy for Diffusion Models

A dual-path network is proposed to encode watermark information into both the generated image and the owner’s secret key, which achieves superior robustness against various adversarial attacks while maintaining high visual quality across diverse generative models.

Cong-Rong Li, Ling-Yun Yu, Pei-Qi Jiang et al. · Proceedings of the Thirty-Fi... · 0 citations

#machine learning Preprint Aug 2026

Momentum as Residual-Driven Multiplier Correction for Deep Learning Optimization

An AIM framework based on residual-penalty variable splitting, which interprets momentum as a multiplier-like correction driven by the splitting residual, and RADAR, which combines relativistic adaptive geometry, decoupled residual correction, and second-order momentum filtering to improve the update direction and mome...

Zhi-Xin Ren, Yao Lyu, Cong-Rong Li et al. · 2 citations